{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## Conv2d\n",
    "反复运行多次，观察卷积核卷积后的结果，也可调整Conv2d参数观察输出特征图变化。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code_folding": [
     0
    ],
    "hidden": true
   },
   "outputs": [],
   "source": [
    "def transform_invert(img_, transform_train):\n",
    "    \"\"\"\n",
    "    将data 进行反transfrom操作\n",
    "    :param img_: tensor\n",
    "    :param transform_train: torchvision.transforms\n",
    "    :return: PIL image\n",
    "    \"\"\"\n",
    "    if 'Normalize' in str(transform_train):\n",
    "        norm_transform = list(filter(lambda x: isinstance(x, transforms.Normalize), transform_train.transforms))\n",
    "        mean = torch.tensor(norm_transform[0].mean, dtype=img_.dtype, device=img_.device)\n",
    "        std = torch.tensor(norm_transform[0].std, dtype=img_.dtype, device=img_.device)\n",
    "        img_.mul_(std[:, None, None]).add_(mean[:, None, None])\n",
    "\n",
    "    img_ = img_.transpose(0, 2).transpose(0, 1)  # C*H*W --> H*W*C\n",
    "    if 'ToTensor' in str(transform_train) or img_.max() < 1:\n",
    "        img_ = img_.detach().numpy() * 255\n",
    "\n",
    "    if img_.shape[2] == 3:\n",
    "        img_ = Image.fromarray(img_.astype('uint8')).convert('RGB')\n",
    "    elif img_.shape[2] == 1:\n",
    "        img_ = Image.fromarray(img_.astype('uint8').squeeze())\n",
    "    else:\n",
    "        raise Exception(\"Invalid img shape, expected 1 or 3 in axis 2, but got {}!\".format(img_.shape[2]) )\n",
    "\n",
    "    return img_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "卷积前尺寸:torch.Size([1, 3, 4095, 3342])\n",
      "卷积后尺寸:torch.Size([1, 1, 4093, 3340])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import torch.nn as nn\n",
    "from PIL import Image\n",
    "from torchvision import transforms\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# load img\n",
    "path_img = os.path.join(os.getcwd(), \n",
    "                        \"..\", \"..\", \"data\", \"datasets\", \"covid-19-demo\", \"imgs\", \"covid-19\", \"ryct.2020200028.fig1a.jpeg\")\n",
    "img = Image.open(path_img).convert('RGB')  # 0~255\n",
    "img_transform = transforms.Compose([transforms.ToTensor()]) # convert to tensor\n",
    "img_tensor = img_transform(img)\n",
    "img_tensor.unsqueeze_(dim=0)    # C*H*W to B*C*H*W\n",
    "\n",
    "# define layer\n",
    "# in_channels, out_channels, kernel_size, stride=1, padding=0, dilation=1\n",
    "conv_layer = nn.Conv2d(3, 1, 3, stride=1, padding=0, dilation=1)   # input:(i, o, size) weights:(o, i , h, w)\n",
    "# nn.init.xavier_normal_(conv_layer.weight.data)\n",
    "\n",
    "# forward\n",
    "img_conv = conv_layer(img_tensor)\n",
    "\n",
    "# plot\n",
    "print(\"卷积前尺寸:{}\\n卷积后尺寸:{}\".format(img_tensor.shape, img_conv.shape))\n",
    "img_conv = transform_invert(img_conv[0, 0:1, ...], img_transform)\n",
    "img_raw = transform_invert(img_tensor.squeeze(), img_transform)\n",
    "plt.subplot(122).imshow(img_conv, cmap='gray')\n",
    "plt.subplot(121).imshow(img_raw)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## pooling\n",
    "尝试修改, kernel_size, stride, padding, dilation, ceil_mode等参数，观察前后差异"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "### maxpool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "池化前尺寸:torch.Size([1, 3, 4095, 3342])\n",
      "池化后尺寸:torch.Size([1, 3, 2047, 1671])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# kernel_size, stride=None, padding=0, dilation=1, return_indices=False, ceil_mode=False\n",
    "\n",
    "maxpool_layer = nn.MaxPool2d((2, 2), stride=(2, 2), return_indices=False, ceil_mode=False) \n",
    "img_pool = maxpool_layer(img_tensor)\n",
    "print(\"池化前尺寸:{}\\n池化后尺寸:{}\".format(img_tensor.shape, img_pool.shape))\n",
    "img_pool = transform_invert(img_pool[0, 0:3, ...], img_transform)\n",
    "img_raw = transform_invert(img_tensor.squeeze(), img_transform)\n",
    "plt.subplot(122).imshow(img_pool)\n",
    "plt.subplot(121).imshow(img_raw)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "### MaxUnpool2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原图尺寸:torch.Size([1, 3, 4095, 3342])\n",
      "池化前尺寸:torch.Size([1, 3, 2047, 1671])\n",
      "反池化后尺寸:torch.Size([1, 3, 4094, 3342])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# kernel_size, stride=None, padding=0, dilation=1, return_indices=False, ceil_mode=False\n",
    "\n",
    "maxpool_layer = nn.MaxPool2d((2, 2), stride=(2, 2), return_indices=True, ceil_mode=False) \n",
    "img_pool, indices = maxpool_layer(img_tensor)\n",
    "\n",
    "# MaxUnpool2d\n",
    "maxunpool_layer = nn.MaxUnpool2d(2, stride=2)\n",
    "img_pool_unpool = maxunpool_layer(img_pool, indices)\n",
    "\n",
    "\n",
    "print(\"原图尺寸:{}\\n池化前尺寸:{}\\n反池化后尺寸:{}\".format(img_tensor.shape, img_pool.shape, img_pool_unpool.shape))\n",
    "img_pool_unpool = transform_invert(img_pool_unpool[0, 0:3, ...], img_transform)\n",
    "img_raw = transform_invert(img_tensor.squeeze(), img_transform)\n",
    "plt.subplot(122).imshow(img_pool_unpool)\n",
    "plt.subplot(121).imshow(img_raw)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## AdaptiveMaxPool2d\n",
    "尝试多次修改输入数据的size，再观察池化后的size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原图尺寸:torch.Size([1, 3, 4095, 3342])\n",
      "池化前尺寸:torch.Size([1, 3, 1024, 1024])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "ada_maxpool_layer = nn.AdaptiveMaxPool2d((1024,1024))\n",
    "img_pool = ada_maxpool_layer(img_tensor)\n",
    "\n",
    "print(\"原图尺寸:{}\\n池化前尺寸:{}\".format(img_tensor.shape, img_pool.shape))\n",
    "img_pool = transform_invert(img_pool[0, 0:3, ...], img_transform)\n",
    "img_raw = transform_invert(img_tensor.squeeze(), img_transform)\n",
    "plt.subplot(122).imshow(img_pool)\n",
    "plt.subplot(121).imshow(img_raw)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## ReflectionPad2d\n",
    "镜像填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原图尺寸:torch.Size([1, 3, 4095, 3342])\n",
      "池化前尺寸:torch.Size([1, 3, 5119, 4366])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "pad2d = nn.ReflectionPad2d(512)\n",
    "img_pool = pad2d(img_tensor)\n",
    "\n",
    "print(\"原图尺寸:{}\\n池化前尺寸:{}\".format(img_tensor.shape, img_pool.shape))\n",
    "img_pool = transform_invert(img_pool[0, 0:3, ...], img_transform)\n",
    "img_raw = transform_invert(img_tensor.squeeze(), img_transform)\n",
    "plt.subplot(122).imshow(img_pool)\n",
    "plt.subplot(121).imshow(img_raw)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## ReplicationPad2d\n",
    "边界重复值填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原图尺寸:torch.Size([1, 3, 4095, 3342])\n",
      "池化前尺寸:torch.Size([1, 3, 5119, 4366])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "pad2d = nn.ReplicationPad2d(512)\n",
    "img_pool = pad2d(img_tensor)\n",
    "\n",
    "print(\"原图尺寸:{}\\n池化前尺寸:{}\".format(img_tensor.shape, img_pool.shape))\n",
    "img_pool = transform_invert(img_pool[0, 0:3, ...], img_transform)\n",
    "img_raw = transform_invert(img_tensor.squeeze(), img_transform)\n",
    "plt.subplot(122).imshow(img_pool)\n",
    "plt.subplot(121).imshow(img_raw)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## ZeroPad2d\n",
    "零值填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原图尺寸:torch.Size([1, 3, 4095, 3342])\n",
      "池化前尺寸:torch.Size([1, 3, 5119, 4366])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "pad2d = nn.ZeroPad2d(512)\n",
    "img_pool = pad2d(img_tensor)\n",
    "\n",
    "print(\"原图尺寸:{}\\n池化前尺寸:{}\".format(img_tensor.shape, img_pool.shape))\n",
    "img_pool = transform_invert(img_pool[0, 0:3, ...], img_transform)\n",
    "img_raw = transform_invert(img_tensor.squeeze(), img_transform)\n",
    "plt.subplot(122).imshow(img_pool)\n",
    "plt.subplot(121).imshow(img_raw)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## ConstantPad2d\n",
    "指定值填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原图尺寸:torch.Size([1, 3, 4095, 3342])\n",
      "池化前尺寸:torch.Size([1, 3, 5119, 4366])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "pad2d = nn.ConstantPad2d(512, 128)\n",
    "img_pool = pad2d(img_tensor)\n",
    "\n",
    "print(\"原图尺寸:{}\\n池化前尺寸:{}\".format(img_tensor.shape, img_pool.shape))\n",
    "img_pool = transform_invert(img_pool[0, 0:3, ...], img_transform)\n",
    "img_raw = transform_invert(img_tensor.squeeze(), img_transform)\n",
    "plt.subplot(122).imshow(img_pool)\n",
    "plt.subplot(121).imshow(img_raw)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## BatchNorm 2d\n",
    "* 观察BN层四个参数的shape，与什么有关\n",
    "* 观察BN层输出为什么是0？提示：参照[公式](https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm2d.html#torch.nn.BatchNorm2d)计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input data:\n",
      "tensor([[[[1., 1.],\n",
      "          [1., 1.]],\n",
      "\n",
      "         [[2., 2.],\n",
      "          [2., 2.]],\n",
      "\n",
      "         [[3., 3.],\n",
      "          [3., 3.]],\n",
      "\n",
      "         [[4., 4.],\n",
      "          [4., 4.]],\n",
      "\n",
      "         [[5., 5.],\n",
      "          [5., 5.]],\n",
      "\n",
      "         [[6., 6.],\n",
      "          [6., 6.]]],\n",
      "\n",
      "\n",
      "        [[[1., 1.],\n",
      "          [1., 1.]],\n",
      "\n",
      "         [[2., 2.],\n",
      "          [2., 2.]],\n",
      "\n",
      "         [[3., 3.],\n",
      "          [3., 3.]],\n",
      "\n",
      "         [[4., 4.],\n",
      "          [4., 4.]],\n",
      "\n",
      "         [[5., 5.],\n",
      "          [5., 5.]],\n",
      "\n",
      "         [[6., 6.],\n",
      "          [6., 6.]]],\n",
      "\n",
      "\n",
      "        [[[1., 1.],\n",
      "          [1., 1.]],\n",
      "\n",
      "         [[2., 2.],\n",
      "          [2., 2.]],\n",
      "\n",
      "         [[3., 3.],\n",
      "          [3., 3.]],\n",
      "\n",
      "         [[4., 4.],\n",
      "          [4., 4.]],\n",
      "\n",
      "         [[5., 5.],\n",
      "          [5., 5.]],\n",
      "\n",
      "         [[6., 6.],\n",
      "          [6., 6.]]]]) shape is torch.Size([3, 6, 2, 2])\n",
      "\n",
      "iter:0, running_mean.shape: torch.Size([6])\n",
      "iter:0, running_var.shape: torch.Size([6])\n",
      "iter:0, weight.shape: torch.Size([6])\n",
      "iter:0, bias.shape: torch.Size([6])\n",
      "\n",
      "outputs:tensor([[[[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]]],\n",
      "\n",
      "\n",
      "        [[[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]]],\n",
      "\n",
      "\n",
      "        [[[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]]]], grad_fn=<NativeBatchNormBackward0>)\n",
      "\n",
      "iter:1, running_mean.shape: torch.Size([6])\n",
      "iter:1, running_var.shape: torch.Size([6])\n",
      "iter:1, weight.shape: torch.Size([6])\n",
      "iter:1, bias.shape: torch.Size([6])\n",
      "\n",
      "outputs:tensor([[[[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]]],\n",
      "\n",
      "\n",
      "        [[[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]]],\n",
      "\n",
      "\n",
      "        [[[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]],\n",
      "\n",
      "         [[0., 0.],\n",
      "          [0., 0.]]]], grad_fn=<NativeBatchNormBackward0>)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "\n",
    "batch_size = 3\n",
    "num_features = 6\n",
    "momentum = 0.3\n",
    "\n",
    "features_shape = (2, 2)\n",
    "\n",
    "feature_map = torch.ones(features_shape)                                                     # 2D\n",
    "feature_maps = torch.stack([feature_map*(i+1) for i in range(num_features)], dim=0)         # 3D\n",
    "feature_maps_bs = torch.stack([feature_maps for i in range(batch_size)], dim=0)             # 4D\n",
    "\n",
    "print(\"input data:\\n{} shape is {}\".format(feature_maps_bs, feature_maps_bs.shape))\n",
    "\n",
    "bn = nn.BatchNorm2d(num_features=num_features, momentum=momentum)\n",
    "\n",
    "running_mean, running_var = 0, 1\n",
    "\n",
    "for i in range(2):\n",
    "    outputs = bn(feature_maps_bs)\n",
    "\n",
    "    print(\"\\niter:{}, running_mean.shape: {}\".format(i, bn.running_mean.shape))\n",
    "    print(\"iter:{}, running_var.shape: {}\".format(i, bn.running_var.shape))\n",
    "\n",
    "    print(\"iter:{}, weight.shape: {}\".format(i, bn.weight.shape))\n",
    "    print(\"iter:{}, bias.shape: {}\".format(i, bn.bias.shape))\n",
    "    \n",
    "    print(\"\\noutputs:{}\".format(outputs))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## Dropout\n",
    "\n",
    "设计一个10000个输入，1个输出的Linear层，观察Linear层这个神经元输出的值。  \n",
    "请多运行几次，观察训练模式下的值，思考为什么会是这些值\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "output in training mode tensor([10042.], grad_fn=<ReluBackward0>)\n",
      "output in eval mode tensor([10000.], grad_fn=<ReluBackward0>)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "class Net(nn.Module):\n",
    "    def __init__(self, neural_num, d_prob=0.5):\n",
    "        super(Net, self).__init__()\n",
    "\n",
    "        self.linears = nn.Sequential(\n",
    "            nn.Dropout(d_prob),\n",
    "            nn.Linear(neural_num, 1, bias=False),\n",
    "            nn.ReLU(inplace=True))\n",
    "\n",
    "    def forward(self, x):\n",
    "        return self.linears(x)\n",
    "\n",
    "input_num = 10000  \n",
    "x = torch.ones((input_num, ), dtype=torch.float32)\n",
    "\n",
    "net = Net(input_num, d_prob=0.5)\n",
    "net.linears[1].weight.detach().fill_(1.)\n",
    "\n",
    "net.train()\n",
    "y = net(x)\n",
    "print(\"output in training mode\", y)\n",
    "\n",
    "net.eval()\n",
    "y = net(x)\n",
    "print(\"output in eval mode\", y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  }
 ],
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